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🖥️ GPU & Distributed Training — Multi-GPU DL

Deep Learning Series #72 — Ek GPU se millions GPUs tak — DDP, FSDP, DeepSpeed! Training speed…

Overview

🖥️ GPU & Distributed Training — Multi-GPU DL — Quick Facts

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Strategy: Memory

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DataParallel (DP): High (copy)

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DDP: High (copy)

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FSDP: Low (shard)

Topic 1

💡 Distributed Training Overview

🤖 ` ┌──────────────────────────────────────────────────────────┐ │ DISTRIBUTED TRAINING │ │…

Topic 2

📊 Distributed Strategies Comparison

Topic 3

💻 Distributed Training Engine

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config.seq_length

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math.sqrt(params)

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bytes_per_param / 1e9

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act_factor * 0.001

Topic 4

❓ Quiz

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a) Model split karta hai

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b) Har GPU par model ki full copy…

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c) Sequential train karta hai

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a) Same hai

Comparison

📊 Distributed Strategies Comparison

⚖️

DataParallel (DP): High (copy)

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DDP: High (copy)

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FSDP: Low (shard)

Quick Quiz

Quiz — Question 1

🖥️ GPU & Distributed Training — Multi-GPU DL ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

🖥️ GPU & Distributed Training — Multi-GPU DL ka 'DataParallel (DP)' kya hai?

Complete! 🎉

🖥️ GPU & Distributed Training — Multi-GPU DL Complete!

Aliens School · HIEN · Cinematic Knowledge

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